|
[ FreeCourseWeb.com ] Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps (True EPUB)
Read More Stuff Visit and Support Us -->> https://FreeCourseWeb.com
English | November 3rd, 2020 | ISBN: 1098115783 | 408 pages | EPUB (True/Retail copy) | 17.56 MB
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.
In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation.
You'll learn how to:
• Identify and mitigate common challenges when training, evaluating, and deploying ML models
• Represent data for different ML model types, including embeddings, feature crosses, and more
• Choose the right model type for specific problems
• Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning
• Deploy scalable ML systems that you can retrain and update to reflect new data
• Interpret model predictions for stakeholders and ensure models are treating users fairly
Use Winrar to Extract. And use a shorter path when extracting, such as C: drive
ALSO ANOTHER TIP: You Can Easily Navigate Using Winrar and Rename the Too Long File/ Folder Name if Needed While You Cannot in Default Windows Explorer. You are Welcome ! :)
Read More Stuff Visit and Support Us -->> https://FreeCourseWeb.com
Get Latest Tips and Tricks and Support Us -->> https://AppWikia.com
We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...
|
|
udp://opentor.org:2710/announce udp://p4p.arenabg.com:1337/announce udp://tracker.torrent.eu.org:451/announce udp://tracker.cyberia.is:6969/announce udp://9.rarbg.to:2710/announc udp://explodie.org:6969/announce udp://tracker.moeking.me:6969/announce udp://tracker.opentrackr.org:1337/announce udp://tracker.tiny-vps.com:6969/announce udp://ipv4.tracker.harry.lu:80/announce udp://tracker.coppersurfer.tk:6969/announce udp://tracker.leechers-paradise.org:6969/announce udp://open.stealth.si:80/announce udp://tracker.pirateparty.gr:6969/announce udp://inferno.demonoid.is:3391/announce |
